{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Integrating PBMC data using SCALEX"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following tutorial demonstrates how to use SCALEX for *integrating* PBMC data. \n",
    "\n",
    "There are two parts of this tutorial:\n",
    "\n",
    "* **Seeing the batch effect.** This part will show the batch effects of two PBMC datasets from single cell 3' and 5’ gene expression libraries that used in SCALEX manuscript.\n",
    "* **Integrating data using SCALEX.** This part will show you how to perform batch correction using [SCALEX](https://scalex.readthedocs.io/en/latest/api/scalex.SCALEX.html#scalex.SCALEX) function in SCALEX."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scalex\n",
    "from scalex.function import SCALEX\n",
    "from scalex.plot import embedding\n",
    "import scanpy as sc\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib\n",
    "from matplotlib import pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "scanpy==1.6.1 anndata==0.7.5 umap==0.4.6 numpy==1.20.1 scipy==1.6.1 pandas==1.1.3 scikit-learn==0.23.2 statsmodels==0.12.0 python-igraph==0.8.3 louvain==0.7.0 leidenalg==0.8.3\n"
     ]
    }
   ],
   "source": [
    "sc.settings.verbosity = 3             \n",
    "sc.settings.set_figure_params(dpi=80, facecolor='white',figsize=(3,3),frameon=True)\n",
    "sc.logging.print_header()\n",
    "plt.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.10.1'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sns.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.2.0'"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scalex.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Integrating data using SCALEX"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The batch effects can be well-resolved using SCALEX."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-info\">\n",
    "\n",
    "**Note**\n",
    "\n",
    "Here we use GPU to speed up the calculation process, however, you can get the same level of performance only using cpu.    \n",
    "\n",
    "</div>  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-30 20:16:38,586 - root - INFO - Raw dataset shape: (15476, 33694)\n",
      "2021-03-30 20:16:38,588 - root - INFO - Preprocessing\n",
      "2021-03-30 20:16:38,616 - root - INFO - Filtering cells\n",
      "Trying to set attribute `.obs` of view, copying.\n",
      "2021-03-30 20:16:39,462 - root - INFO - Filtering features\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "filtered out 13316 genes that are detected in less than 3 cells\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-30 20:16:39,952 - root - INFO - Normalizing total per cell\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "normalizing counts per cell\n",
      "    finished (0:00:00)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-30 20:16:40,076 - root - INFO - Log1p transforming\n",
      "2021-03-30 20:16:40,493 - root - INFO - Finding variable features\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "If you pass `n_top_genes`, all cutoffs are ignored.\n",
      "extracting highly variable genes\n",
      "    finished (0:00:01)\n",
      "--> added\n",
      "    'highly_variable', boolean vector (adata.var)\n",
      "    'means', float vector (adata.var)\n",
      "    'dispersions', float vector (adata.var)\n",
      "    'dispersions_norm', float vector (adata.var)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2021-03-30 20:16:42,776 - root - INFO - Batch specific maxabs scaling\n",
      "2021-03-30 20:16:44,173 - root - INFO - Processed dataset shape: (15476, 2000)\n",
      "2021-03-30 20:16:44,192 - root - INFO - model\n",
      "VAE(\n",
      "  (encoder): Encoder(\n",
      "    (enc): NN(\n",
      "      (net): ModuleList(\n",
      "        (0): Block(\n",
      "          (fc): Linear(in_features=2000, out_features=1024, bias=True)\n",
      "          (norm): BatchNorm1d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "          (act): ReLU()\n",
      "        )\n",
      "      )\n",
      "    )\n",
      "    (mu_enc): NN(\n",
      "      (net): ModuleList(\n",
      "        (0): Block(\n",
      "          (fc): Linear(in_features=1024, out_features=10, bias=True)\n",
      "        )\n",
      "      )\n",
      "    )\n",
      "    (var_enc): NN(\n",
      "      (net): ModuleList(\n",
      "        (0): Block(\n",
      "          (fc): Linear(in_features=1024, out_features=10, bias=True)\n",
      "        )\n",
      "      )\n",
      "    )\n",
      "  )\n",
      "  (decoder): NN(\n",
      "    (net): ModuleList(\n",
      "      (0): Block(\n",
      "        (fc): Linear(in_features=10, out_features=2000, bias=True)\n",
      "        (norm): DSBatchNorm(\n",
      "          (bns): ModuleList(\n",
      "            (0): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "            (1): BatchNorm1d(2000, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
      "          )\n",
      "        )\n",
      "        (act): Sigmoid()\n",
      "      )\n",
      "    )\n",
      "  )\n",
      ")\n",
      "Epochs: 100%|██████████| 125/125 [06:11<00:00,  2.97s/it, recon_loss=182.388,kl_loss=3.988]\n",
      "2021-03-30 20:23:03,050 - root - INFO - Output dir: pbmc_output//\n",
      "2021-03-30 20:23:07,564 - root - INFO - Plot umap\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "computing neighbors\n",
      "    finished: added to `.uns['neighbors']`\n",
      "    `.obsp['distances']`, distances for each pair of neighbors\n",
      "    `.obsp['connectivities']`, weighted adjacency matrix (0:00:03)\n",
      "computing UMAP\n",
      "    finished: added\n",
      "    'X_umap', UMAP coordinates (adata.obsm) (0:00:12)\n",
      "running Leiden clustering\n",
      "    finished: found 15 clusters and added\n",
      "    'leiden', the cluster labels (adata.obs, categorical) (0:00:05)\n",
      "WARNING: saving figure to file pbmc_output/umap.pdf\n"
     ]
    }
   ],
   "source": [
    "# ! wget http://zhanglab.net/scalex-tutorial/pbmc.h5ad\n",
    "adata=SCALEX('pbmc.h5ad', batch_name='batch', outdir='pbmc_output/')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "AnnData object with n_obs × n_vars = 15476 × 2000\n",
       "    obs: 'batch', 'celltype', 'protocol', 'celltype0', 'n_genes', 'leiden'\n",
       "    var: 'n_cells', 'highly_variable', 'means', 'dispersions', 'dispersions_norm', 'highly_variable_nbatches', 'highly_variable_intersection'\n",
       "    uns: 'log1p', 'hvg', 'neighbors', 'umap', 'leiden', 'batch_colors', 'celltype_colors', 'leiden_colors'\n",
       "    obsm: 'latent', 'X_umap'\n",
       "    obsp: 'distances', 'connectivities'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adata"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "While there seems to be some strong batch-effect in all cell types, SCALEX can integrate them homogeneously."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc.settings.set_figure_params(dpi=80, facecolor='white',figsize=(3,3),frameon=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 240x240 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 236,
       "width": 344
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata,color=['celltype'],legend_fontsize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 240x240 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 236,
       "width": 292
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sc.pl.umap(adata,color=['batch'],legend_fontsize=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The integrated data is stored as `adata.h5ad` in the output directory assigned by `outdir` parameter in [SCALEX](https://scalex.readthedocs.io/en/latest/api/scale.SCALEX.html#scalex.SCALEX) function. "
   ]
  }
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